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Paper Citation Record · LEDGER

Network Environment Design for Autonomous Cyberdefense

As of 31 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2103.07583.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2103.07583 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-31T06:34:12.847434+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T03:30:26.020763Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T03:34:13.258738Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c2a1cea8-3775-45be-b7ec-bb6964855975 · inbound

Building Better Environments for Autonomous Cyber Defence cites this paper.

Building Better Environments for Autonomous Cyber Defence Network Environment Design for Autonomous Cyberdefense

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:11:03.609605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

source=pdf_text observed=2026-05-10T16:46:41.137112Z digest=sha256:2ae86335d4447dd4141f79cf05bb8df1ae8f02083c06aa88b26dd170f95ade3e

Observation 81029483-0b84-40d2-8e1b-48ec47d00e22 · inbound

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems cites this paper.

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems Network Environment Design for Autonomous Cyberdefense

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-20T15:28:25.629479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

source=pdf_text observed=2026-05-20T15:23:47.507490Z digest=sha256:1687616b8e16266198bdb8ca257abfdb55e62fb2f194e6994d46c923a7e8f23e

Observation fb92bc45-0040-443d-a783-ec1c235ddfec · inbound

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies cites this paper.

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies Network Environment Design for Autonomous Cyberdefense

Reference 71

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T03:34:13.260454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

source=arxiv_source observed=2026-06-30T03:30:26.020763Z digest=sha256:cf35f3a1cf151398725aa0c19638efbf317e0db8137444665db13c4ea39bc9fc